{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Solutions\n",
    "\n",
    "## About the Data\n",
    "In this notebook, we will be working with 2 datasets:\n",
    "- Facebook's stock price throughout 2018 (obtained using the [`stock_analysis` package](https://github.com/stefmolin/stock-analysis))\n",
    "- Earthquake data from September 18, 2018 - October 13, 2018 (obtained from the US Geological Survey (USGS) using the [USGS API](https://earthquake.usgs.gov/fdsnws/event/1/))\n",
    "\n",
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "fb = pd.read_csv('../../ch_06/data/fb_stock_prices_2018.csv', index_col='date', parse_dates=True)\n",
    "quakes = pd.read_csv('../../ch_06/data/earthquakes.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 1\n",
    "Using `seaborn`, create a heatmap to visualize the correlation coefficients between earthquake magnitude and whether or not there is a tsunami with the 'mb' `magType`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Correlation between earthquake magnitude and whether\\nthere was a tsunami with `mb` magType')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(\n",
    "    quakes.query('magType == \"mb\"')[['mag','tsunami']].corr(), \n",
    "    annot=True, center=0\n",
    ")\n",
    "plt.suptitle('Correlation between earthquake magnitude and whether\\nthere was a tsunami with `mb` magType')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 2\n",
    "Create a box plot of Facebook volume traded and closing price and draw reference lines for the bounds of a Tukey fence with a multiplier of 1.5. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.1, 'Facebook volume traded and closing price with Tukey Fence bounds')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = ['volume', 'close']\n",
    "subset = fb[cols]\n",
    "\n",
    "quantiles = subset.quantile([0.25, 0.75])\n",
    "quantiles.loc['iqr',:] = quantiles.loc[0.75,:] - quantiles.loc[0.25,:]\n",
    "\n",
    "axes = subset.plot(kind='box', subplots=True, figsize=(8, 3), title=['Volume Traded', 'Closing Price'])\n",
    "for ax, col in zip(axes, cols):\n",
    "    stats = quantiles[col]\n",
    "    lower = stats.loc[0.25] - 1.5 * stats['iqr']\n",
    "    upper = stats.loc[0.75] + 1.5 * stats['iqr']\n",
    "    for bound, name in zip([lower, upper], ['lower', 'upper']):\n",
    "        ax.axhline(\n",
    "            bound, \n",
    "            color='red', \n",
    "            linestyle='dashed',\n",
    "            label=name\n",
    "        )\n",
    "        ax.legend()\n",
    "plt.suptitle('Facebook volume traded and closing price with Tukey Fence bounds', y=1.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 3\n",
    "Fill in the area inside the bounds in the plot from exercise 2."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.1, 'Facebook volume traded and closing price with shaded Tukey Fence')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = ['volume', 'close']\n",
    "subset = fb[cols]\n",
    "\n",
    "quantiles = subset.quantile([0.25, 0.75])\n",
    "quantiles.loc['iqr',:] = quantiles.loc[0.75,:] - quantiles.loc[0.25,:]\n",
    "\n",
    "axes = subset.plot(kind='box', subplots=True, figsize=(8, 3), title=['Volume Traded', 'Closing Price'])\n",
    "for ax, col in zip(axes, cols):\n",
    "    stats = quantiles[col]\n",
    "    lower = stats.loc[0.25] - 1.5 * stats['iqr']\n",
    "    upper = stats.loc[0.75] + 1.5 * stats['iqr']\n",
    "    ax.fill_between(\n",
    "        [0,2],\n",
    "        lower,\n",
    "        upper, \n",
    "        color='#ff6666'\n",
    "    )\n",
    "plt.suptitle('Facebook volume traded and closing price with shaded Tukey Fence', y=1.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 4\n",
    "Use `axvspan()` to shade a rectangle from '2018-07-25' to '2018-07-31' marking the large decline in Facebook price on a line graph of closing price."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1d1dc4f0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+/etfM2fOHH788Ufmz5/P9ddfD8BDDz1EfHw8GzZsYP369cyaNatJHWvWrOHJJ59k06ZN7Nq1i++//56qqip+9atf8e6777Jq1SquvfZa7r333na+A76dA60G7lTV1SISC6wSkS+Bq4GvVfVREfk/4P+w0hyfhpXKeBhwNPCM/ddgaJKfP7+CiupawkMdLLlnJj1jGx+SHyqsoG+CVT+qTxwLfzOTvolN90BDjBuTR6Kjo5k1axYff/wxRxxxBFVVVYwdO7ZemxUrVjBjxgySk5MBuPjii9m2bRsAX331VT2DWlhYSFFREV999RVvv/22qzwxMbFJHVOmTKFfv36AtdV0z549JCQk8NNPP3HSSScBUFNTQ0pKStvfdAN8mZUzA8iwj4tEZDPQFzgHmGE3ewVYiGVAzwFeVav/vVxEEkQkxb6OwdAoFXbPs7K6lkXbsrlwYr9G2x4qLOeoAQmu5wN6dGv2+g6nI30XMqChoaHUurkdNJb69/rrr+dPf/oTI0eOPKz36aQxD4fa2lqWLVtGVFT9H7CWhtSLiIhwHYeEhFBdXY2qMnr0aJYtW+b1dVqDX+ZARSQVmACsAHo5jaL9t6fdrC+Q5nZaul1mMDRKeVUNAHeeNJykmAgWb89qtG1FdQ25JZX0ambRqCF1i0it1xlsDBw4kE2bNlFRUUFBQQFff/21x3ZHH300aWlpvPnmm1x66aUe6xcuXEhOTg5VVVW88847rrqTTz653mr82rVrPZY704a0hBEjRpCVleUyoFVVVWzcuLHF12kOn7sxiUgMMB+4XVULm/hl8VRx2EdWRG4AbgAYMGBAe8k0BCkHC6yeUZ+EKI4f2oPF27Mpr6qhorqW+Kiwem2ziqz0xL3iIg67TlMEMpiIN25H7Ul1dTURERH079+fiy66iHHjxjFs2DAmTJjQ6DkXXXQRa9eu9TjUTklJ4cEHH+SYY44hJSWFo446ipoa60fvqaee4pZbbmHcuHFUV1czbdo0nn32WX7/+99zyy23MGbMGEJCQnjggQc4//zzW/Q+wsPDeffdd7ntttsoKCigurqa22+/ndGj2zlItar67AGEAZ8Dd7iVbQVS7OMUYKt9/B/gUk/tGntMnDhRDV2bTzcc0IH3fKxLtmfpuyvTdOA9H+vEh77Qgfd8fFjblXtydeA9H+s3Ww616DUqq2t04D0f673vrdf1afmuhy/YtGmTT67rLWvXrtXJkye36JwzzjhDv/rqKx8p8j2e7jmwUr2wcb5chRfgRWCzqv7NreojwBls8CrgQ7fyK+3V+KlAgZr5T0MTfLcti5teXw1A7/hIjh9m5fHJLrZSEReUVdVrvz/fyrCZEt/CIXwXcWN69tlnufTSS3n44Ye9ap+fn8/w4cOJiorixBNP9LG6jokvh/DHAVcAG0RkrV32O+BRYJ6IXAfsA35m130CnA7sAEoBzzPShi5Pba1SVVvLgx/VzWn1joskOiKUEb1i2XrIiuu5K6uYCQMSWbU3l6e+3sHI3rGEOIRBSS3LCukI4E4kf3LTTTdx0003ed0+ISHBtaLeVfHlKvwSPM9rAhz2c2V3m2/xlR5D50BVmfKnr8kutuYz//qzI4mJDHWFnjthWJLLgH6/I5vx/RN4ZMFmVu/LZ19uKak9uhERGtLi13WI/+ZAtZWJ3QwtR9v4o2j2whuCivzSKpfxPHFkTy5o4LJ02tjevLx0DzW1yhNfbKOwvJrV+6w85buzSzh9bO9Wva5DxC9D+MjISHJycujRo4cxoj5GVcnJySEysmVTOu4YA2oIKg4UWPOYIvDHc8ccVj9xYHe2PnQqf/pkCy99v5vnFu0iKiyEMtvdaXiv2Fa9rsMhfvED7devH+np6WRlNe6OZWg/IiMjXU74rcEYUENQ4XRbeu+Xx9K3kT3soSEO7j9rFDuzivluWxa3zhrK459vBWBEKw1oiIhfhvBhYWEMGjTI569jaB9MMBFDh6G0sprjHv2GK15cwYpdOR7bHLANaEp809svAc4+sg/DesZw9bGpJHazfEKHtbYHKl1rJ5LBO4wBbSP//GY7320zw632YG1aPvvzy/hxTy4XP7ecG19b6dpp5ORgQRkhDiE5tnln+Asm9uPLO6YTHRFKr7hIwkMcpHqxddMT/poDNQQXxoC2kSe+2MZVL/0QaBmdgjX2Ys/C38xkzuzhfL7xEJ/9dNBVv+VgIf/6die9YiNc2yu9ZUhyDKP7xhEa0rqPvL/mQA3BhTGgbaBh78jQNtbsy2NwcjS94yP51ayhJMVE8OXmQwDU1Cp3vbMegGuOa/kc4SPnjeH5K1seQd2JP92YDMGDWURqA/mldTtdSiur6RZubmdb2J1d4lrkcTiEWSOT+eyng6gq81amsWF/Af+4ZDznjG95jJmEbuFt0hbiMEN4w+GYHmgLWZ+eT1WNFeYrt6TSVb7tUOM5ZAzNo6rszy+rt7I+KiWOwvJqdmQW89hnW5iS2p2z7Sjy/sYh0ul3IhlajjGgXqCqLNyaSVpuKef863ueW7QLaGhAiwIlr1OQV1pFeVUtfdwM6JCeVtqGW95cTUFZFX84Z3TAnMutRSRjQA31MQbUCxZvz+bql3/k5jdWowrzV6ejquSW1hnQnZmmB9oWDtiBPtwN6OBky4BuO1TMFVMHckRKXEC0gXMONGAvb+igdNlJu9pa5ZFPNpNRUMb1JwxmaM8Y4iLDPLbNtONIbthvpZjdlVXC+vQC8uweaM/YCLYbA9om0vMsA9rPLb1Gilvg4zknDfe7JnfMKrzBE13SgNbUKne9u473Vu8H4JMNBxmcFM03v5nhsX1mUV06gwHdu3GwsJz3VqdTXFGDCExKTXQZV4NFSwNipOeVAvV7oA6H8OsThzEoKbrNi0BtxQzhDZ7okgb0oY838d7q/dxx0nDOP6ovf/lsK5+7+Rs2ZL/dOwIrWEV6bhmvLNvrKhvRK45PfzpIWWUNUeEtj/TT2bjjv2v5eksmkwYmcsHEfpw+tn4yr40HCrj3/Z947oqJ9LR7mSv35NE3IYru0fUNZaB7nk7MTiSDJ7rkHOgnGzI4fWxvbjtxGP0SuzGydyyVNbWN+nWmuxnQG6cN4fyj6txo/nbRkQzrFYMq7Mwyw/iC0ir+t/4AKfGRbNhfwP/NX3+Y/+SibdmsTcvn2e+sxbjaWmXF7hyOGdIjEJK9wuGQJudAi8qrXN4Zhq5DlzOgmYXlZBZVMGlgd1dZbKTVES8qr/Z4TnpeKaeM7sW2h0+je3Q404Ync/Sg7jx96QTOP6ofQ+3V4iU7svn3wh2tijHY1Jdv1d5c5q1MI8cO4waQlltazwugo/D1lkNU1Sh/Pn8sd548nMLyavbklNRr4/yheWPFXp79biez//YdeaVVTB+eHAjJXtHUEF5VGfvgF1z2/AqW7sj2szJDIOlSBrS8qoYLn7Wy9I3uU7eiW2dAqw47Z39+GTuzShjTJ57wUOt2hYU4+O+Nx3CW7ZOY2iOaEIfw6KdbeOyzrezKLjnsOk3x6KdbmPTwV5RWejbg932wkbvfXc/kR77i9x9soKK6hhMe+5arX+54W0g37C8gKiyEI/slcGR/K33wuvR8V/1P+wv4aO0BUnt0o6qmlkc/3UJ8tzCevHg8Z45r/7zd7UVIEwbUOUL5YU8uP39hBWWVZodaV6FLzYGusaOSA4xyN6AR1uq7px7oh2uthaamdr+Eh1pBKnZmWYazYS6epnhh8S6e/W4nYK3uj+lbPwvjj3ty2XaoiDPHpVBQVsXry/fx+vJ9AKxP73gLV9sOFTG8VwwOhzCsZywxEaF8sOYAA3tEExUWwplPLwGs+/+n88YSGxnm98yTrcGaA/VctymjsN7ztWn5HXo6wtB+dKke6K5sa+j43xumEuvmstTYEF5VeX/1fiYNTGRAM1F8nMN4gMzCiiZa1vHtlkweXrCZI20DsrtBz3X7oSJ+9uwyqmuV6cOTOW1M/R5aS5Oj+YNth4pdIeNCHMLZ4/vw3bYszv/3Uq6b+6Or3eljUzh2aFJQGE9wzoF6tqCbDtQ3oCv35PpDkqED0KUM6O6sEiLDHExO7V6v3GlMGw7hN2UUsj2zmHMnNL/3eljPujiTWcXeGdAvNh0kPiqMV6892tLXwICm2a49YEVSH96rzkjfOnMomUUV1HSgDdp5JZVkFVXU03nTtCEM6G79+GQXV/L+zcey+8+nc+a4wGzJbC1NbeXcnFHIkORo9jx6BsN6xrA2Ld9jO0Pno8VDeBGJBspVtcmJHhF5CTgTyFTVMXbZeOBZIBKoBm5W1R/sFMj/wMrKWQpcraqrW6qtOXZll5DaI9qVZdFJYz3QD9bsJyxEOGNs83Nzw9yMRlZheRMt6ziQX07/7lHEdwujT3zkYQbUffV/WK8YqmrqvsB9EqKoqVUyi8q9Ci7sD5yLRYOT6u7FgB7dWHT3TN5fk06P6AgmDEgMlLw24RCobmSdb1NGIePt+d6RKXGsTcvzozJDIGm2ByoiDhH5uYgsEJFMYAuQISIbReRxERnWyKlzgVMblD0G/EFVxwP3288BTgOG2Y8bgGda/laaZ3d2CUOSYw4rd+5AKnTrgdbUKh+uPcCMET1JjG7eidv9ut72QDMKylzGb1By9GGLT+l5ZYSHOtjy0Kl0Cw8lPiqM644fxOvXHU1KgjV8d26B7Ag455c9TXecN6Ef0zrwKntzOBpJ6VFQVkV6XplrTn1ErxjScssorqjmUGE5f/1iK5WNWV5D0OPNEP5bYAjwW6C3qvZX1Z7ACcBy4FERubzhSaq6CGg4GaSAc/UmHjhgH58DvKoWy4EEEWn3JdlbZw7losn9DyuP8dADXbU3j8yiCtdKe3MckRLHLTOH0D063Os50Iz8cvrY85iDkqLZnVXscoHaerCI5xbtol9CFJFhdc759505iuOHJbmiFu3P96636w88bcfsLDgcnofwW+wFJOc+/RG9rb/vr07nhldX8vQ3O0zGgk6MN0P42ap62LKyquYC84H5IuJ5E/nh3A58LiJPYBnvY+3yvkCaW7t0uyzDy+t6RcMUuE5CHEJ0eAjFFXUG9JMNGUSEOpg1sqdX1w5xCHedMpIN+wtdaXedLN2Rze/e38BfLzqSibb/aVF5FUUV1aTYhnBQUgyF5dXkllTSIyaCX76+CoDCRnxTnQtIGR2pB5pTSlJMRKeMi9rYTqTNtgEdbRvQcf3iCQ9xcN+HG11tvtp0iJNG9fKPUINfafaT7sl4ikg4EKaqJY21aYRfAnNUdb6IXAS8CMwGPG2a9jhjLyI3YA3zGTBggJcv2zzJsRF8uPYAqUnRXDSpH8t25jBlUHdiIlpmDOIiQ0nPLa1Xdv9HG9mTU8oXmw65DGiGnRzNufd7cFI0YM0jFldUu4bz9515hMfXiY0MIzYytEMN4dPyShnQvfP1PqHxIfymjEKSYsJdOZp6xUXy472z2ZFVxP78ct7+YR8rdntOkGcIfrxahReRX4vICPt4OlZvcbuI3NzC17sKeM8+fgeYYh+nA+5j637UDe/roarPqeokVZ2UnNx+c2p/v3g8A3t0474PfmLSw1+x9VAREwe2fMEjNjKUoor6vcZ8O+zd1oN1MUO/3pwJwBG9rdX7VNuA7swqYd7KNBwCy397YpP+p33io1xZKgNNZlE5q/flBTTknC9pLKnc5owijkiJqxc4Jb5bGBMHWsGfR6XEcaiwolW70wwdH2/dmK4CdtjHvwfOxlrw+WULX+8AMN0+ngVst48/Aq4Ui6lAgaq26/C9OSYMSOTdm47h9euOds2FHtWKFePYyLB67lC1tUqenfrD6S+oqry6bA/HD01y+Uz2T4wiItTBpgOFvLMynRkjetK7GT/PPgmRHaIHWlpZzZ3z1lFVo/zihMGBluMTPIWzq6yuZeuhIkY18aPRKy6Ssqqaw35UnVTV1PLFxoOUVlbz8MebyCrybv7c0DFodnwqIg8AfYB77aH7eOAUrBX2WBG5H1hoLxq5n/cWMANIEpF04AHgF8A/RCQUKMceigOfYLkw7cByY7qm7W+t5YgIxw9L4vXrjubvX21rVQ80JiKU8qpaqmpqCQtxUFReTU2tMjg5ml1ZJdz1zjouPXoAGQWcf+lEAAAgAElEQVTlzJldF2koNMTBqD5xzF26B4CLPSx2NSQlIYp1Ad6NVFBaxTVzf2BtWj6PXjDO1ZPubIR4SCq3aFsWldW1TB3c+K6jnnHW0D6zsNxjvNmXv9/Nnz7ZwgnDkli8PZvSqhr+dN7Y9hVv8BnezIH+QUSOttt2B+ar6h9FxAGcqqp/bOS8Sxu55EQPbRW4xXvZvuX4YUkcPyypVec6fUofWbCZXdklruASN00bwt7cEp5ZuJMP11qzEw23+43uE8eaffn0iA73avGqb0IUuSWVAQujt3RHNm+s2MdP+wv592VHceqYjruXva14GsIv2JBBQrewJj8rvexwfYcKKxjqttkCrIXEZxZa23gXb7c+J2kN5s8NHRtvh/DXARFADnCXXTYceMEXooIZ56LT3KV7SMstpdr+1iXHRXDXKSN556ZjSEmIZGTvWPp3r+8v6YwQdc9pIwnzIn95H6cvaIH/h/E5xRX8/IUVLNiQwXFDe3Rq4wmWIcwsKifPLY3L1oNFTOif0OT/qs6AHj5X/eKS3eSVVvGLE+rSNK/em2fSZQcRXhlQVc1Q1XtU9T5VLbLLtqjqi76VF3y477H/4ObjXMeJdkT1iQO789Ud03nv5mMPO/fsI/vw1R3TuWhS88N3wOWEnxEAX9A1++q2K7oHZumsTBueTK3C4u11Pp2ZReXNzlP3tFfnDzXwDc4rqeSFxbs5ZXQv7j1jFN/cOZ1nLz+KksoaPlrrcf3U0AHxZifS70WkexP1s0TkzPaVFbw4h/BgrcY66e6WkiIsxOHRV9LhkHpBSZrD6Uzvj4Wkkopq7n1/g2uIuXpf3XbFQUneaw5WBnTvxtDkGJf3RFVNLdnFla4eZmNER4SSEh/J15sP1VuJf2/Nfoorql0R9wcnx3DK6N6M6BXL3KV7zKp9kOBND3QD8D8R+dreunm3iNwvIq+JyAbgLGCFb2UGD+4G1J3EaG/3GnhPr7hIRPwzhN+UUcgbK/ZxwmPfkltSycq9lgENcQjHDe0aodtmj+rFruwSdmYVu4byvZsxoAC3zhrKyr15/PnTLdTWKve+v4GHPt7E4KRoRvau672LCFcfl8qmjEJ+3GP20wcDzRpQVf1QVY8DbgI2AiFAIfA6MEVV56iq2atm09DxfuaIZI/l7UF4qIPkmAi/9EArqur2c1/98g+s2ZfHjdMGs/NPp3eYYCa+ZvqwZMJChK82HeLj9ZaXXXM9UIBLJw/giqkDeW7RLk55chFvrLDiuXoK5Xfu+L7ER4Xxiu2NYejYeP2tVtXtWM7z0c4dSIbDiW3gqvLM5RPJL61qUYbKlpCSEMUBP8yBOhc2bjtxGP/6dgc1tcpxQ1vnqRCsxESGcszgJD75KcO1Iu+NAXU4hD+eM5qUhEge+2wrKfGRnH1kHy47euBhbaPCQ7hkcn9eWLKbA/ll9bKUGjoeXhtQETkGa+tlDDBARI4EblTVlu5G6tQ4h/DOmJiRYSH0jvedi1HfhEi2uO1w8hXl1ZYBPXNcCkOSo3lv9X6mDGp0arzTctKoXixyW0jyNqi1iHDzjKFcPKk/cVFhTa7cXz51IM8v3sUbK/Zy1ykj26zZ4DtaElD5SSwH+hwAVV0HTPOFqGAmMiyE566YyBvXT/XL66XER3Egv8zniw7OIXxEqINzxvfllWun1IsS1VUY1y+elPhIJvRP4M3rj/Yq1KE7PWIimnVR69+9G8cPS+azJlJtGzoGLZqYU9W0BkNR47DmgZNH9/bba/VJiKK8qpb80qoWf5lbgrMH2hWNpjsOER6/8EjCQoSjm9iB1FZG9Irhh905qKrPpn8MbaclPdA0ETkWUBEJF5HfAJt9pMvgJc54otMe+7bRrJ7tgbMHGhnatQ0oQHxUmM9D9vW1fxhzWpm6urZWG83hZGg/WmJAb8LabtkXK3rSeDrQ9suuinORoaiiul60p9ayZHs2t7+95rApAWcPNCKsS6XRChj9Eq1dau5pXVrC419s5bx/f9+ekgweaMkqfDZwmQ+1GFqBe/T3zHaI5HPjayspqazhg7UHePbyuv3t5W5zoAbf09f+v+7PK3PlW2oJn/90kH25pdTUKiEOMwXgK7z+NojIKyKS4PY80U4cZwggPWIieOrSCQAcbIfYoNFu/qpPfLHNdVxRXUNEqMPMx/kJpwFNz2t5cJHMwnJ2ZZdQXauHZUcwtC8t6U6MU1XXBmhVzQMmtL8kQ0s5c2wKYSHiinLfEn7aX1Avj7l7VKf80krXF7iiqtb0Pv1IXGQYsRGhrfqfLt9d9/9szfkG72nJN8IhIq4Amfb++M6X/CYIcTiEXnGRHiP+NIWqcubTS7jw2WWu585e7ODkaLKLKzn+L99y5tOLOVRY3uVX4P1Nr/jIeqOKX721hsc/33JYu6e/3k7q/y2gplYpr6ph4ZZMV11HypnVGWmJAfwrsFRE3rWf/wx4pP0lGVpDSnwkGS3cE7/aLaJSbkkle3JKqKiu5Y/njObKY1LZnV3C68v38uKS3eSXVhkD6md6x0Vy0P5RLK2s5n/rrChNDZ3r//qlNdWyL7eUO+etZfW+fIb2jGFHZrHpgfoYr3ugqvoqcAFwCMgEzlfV13wlzNAyrB5oy+a7NqTXGdCjHvqS8/+9FIARdpqRQUnRnDfBysmUUVBuhvB+xn1UsXRH84npHv10s+tH8daZQ4kIdbAzq9inGrs63qT0iFPVQnvIfhB4062uu53e2BBgkmIiyG7hKnxBWX2/0ccvHMeEAYn1Qur1iLGc82tq1fRA/Uzv+Agyiyr4dmsmv3l3nau8uKLaFZymsrouyMvnGw8xOTWReTceg4jwzZZM/vtjGj+b1L9VK/mG5vGmS+E0mKuAlW4P53NDByApJpyiiuoWRTPPL6skNiKUf1wynsV3z+Rnk/ofFo800S2OaaTxAfUrveIiqalVrnn5R3rHRXKnHTt0v5tv6J6curg+DoEHzx7t8pR46Jwx9IqL5La31tRLdGhoP7wJZ3emWP+R6ao62O0xSFU7ZwrGICQpxop83pKdKwWlVcRFhXHO+L6HpRdxEhkWQjd7ZT7C7ELyK33sMIETBiTw3s3HunIvPfHFVv72xVZUlW2HrM0TM0ckM2f2cEb3qQuRF98tjH9cMp70vFLO/df3zHpioUkX0s54tYikqioi7+MhIVxj2D6iZwKZqjrGrfxXwK1ANbBAVe+2y3+LlXupBrhNVT/3+l0YXAY0u6jCFam+OfLLqkjo1nyg5+7R4ZRWlpkeqJ+ZNjyZf192FLOP6EV4qIPUHlbG0y83HeLLTYeICAuhoqoGh1hhEz1NsUxK7c7xw5JZtM2KILUjs5gxfQ+PQ2poHS35RiwXkcktaD8XK/WxCxGZCZyD5VM6GnjCLh8FXAKMts/5t4iY7k4LcM5VtsRxuqAFBhQgwsyB+pXwUAenj00h3F68S4wO53enjyShWxgzRiTz+OdbeeqbHaQmRTc5Pz00uW5aprVbQw2eaYkBnYllRHeKyHoR2SAi6xtrbOeJb7jA9EvgUVWtsNs4HdbOAd5W1QpV3Y2VH35KC7R1eZw90N3ZJbyxYi9bDhZSXlXT5JAtv7SS+KjmDahzHtSswgeeG6YN4cd7Z/Ps5ROZONByyx5k90wbY0jPuvp9uSYWenvSEj/Q09rh9YYDJ4jII0A58BtV/RErQMlyt3bpdtlhiMgNwA0AAwYMaAdJnQOnAX14gRUg69zxfSgoq6K6VnntuqNd7b7blkXfhEiG9oyloKyK+KjmQ+A5e7fRPo5AZPCOsBAHYSHw6rVTeH35Xo4Z0nRYvf6JdfPbe3Oa3hq6aFsWBwvLvc4M29Xxxo0pEisS01CsBHMvqmpr46aFAonAVGAyME9EBgOeNlh7jMWlqs8BzwFMmjTJxOuyiQoPYfYRvYgMc7AuPZ+Csir25pSyK7uEn/YXuOa9rnrpBwB2//l0r4fwt8wcypDkGM4Y27lzvwcb0RGh3Dh9SLPtxvaNRwRU66/aN2RfTilX2p8PY0C9w5sx2SvAJCzjeRrWjqTWkg68pxY/ALVAkl3u/h/rB5jk2C3khasm8c+fH8WA7t0oLK92ZY58cclugHrxQjOLKqiqUa+G8EOSY7hl5lBSk5oeKho6JonR4ez+8xlcecxAVu3No7SymsrqWj5cu7+eH+nyXXXO+u7lhsbxxoCOUtXLVfU/wIXACW14vQ+AWQAiMhwIB7KBj4BLRCRCRAYBw4Af2vA6XZq4yDDySyspKKsiPNTB/9Yd4GBBeb3kczMeXwjAkf2Mg3VX4dTRvSmvquXXb6/l1CcX8eu317JkR11+pyy3BciWxlXoqnhjQF0euC0ZuovIW8AyYISIpIvIdcBLwGAR+Ql4G7jK7o1uBOYBm4DPgFtU1TistZK4yDD255dRq/DzKQOoVeWVZXvqpT+eNbInn91+QrPzZ4bOw5RB3TluaA/WpeWzK9sayueV1DnYZ7ntZDtoDKhXeLMqcKSIFNrHAkTZzwXLRTTO00mqemkj17u8kfaPYIKTtAtxUaGuAMhj+8Zz6pjePLNwJ88s3AnA4rtnNuo4b+i8hIY4XMkOC0qrOPKPX7imeaC+ATVBSLzDm51IIaoaZz9iVTXU7dij8TQElji33PQJ3cK47vj6G8Z6e5mK19B5iY0MJcQh9Q1ocQVHpFhf6YMtjOzVVTF+KZ0QZ256gIRu4UwcmMiDZ43ivTXWokFzaXUNnR+HQ0iICiOvtG4In11kGdD9eaUs35VLTnEl/12Zxi9OGMwtM4cGUG3HxRjQTkic28p6ou2mdPVxg7jq2NQAKTJ0RBK6hXGwoJxXlu4hItTBocJypg1P5spjUvnntztYuDWTAd278fjnW7l86kCvPDa6GsaAdkLqD+HrHOVNPiODO4ndwvlmSybfuEWw75cYxWVHDyQuKpQTj+jFqr153P3uegrLqowB9YAxoJ0Q9yG8+dAbGsO5x/76463Ryf58KwNoZFgIN0yzHPS329GeCk04PI+YybBOiDOj429OHm5S2hoaZVeW5co0fUQy/bt3Y+rgHocFJYm1RzNF5fU9GP/z3U5ueWN1vayhmw4UUlDatQytMaCdkH6J3Vj3wMncOmtYoKUYOjAjelupW5xBSTzhHM28sWJfPTenfy/cyYINGby2fC9g9VBPf2oxt729xoeKOx7GgHZSzNDd0BxPXTqBT247gW5NBIlx9kD/t+4AN7+xCoDaWqW4wuqR/m/tAcqravhuq7Wjab1bnq2ugJkDNRi6KPFRYc3+0LrPp+/LtYbr+WVV1NQq04cn8922LO56dz01tdbGjR52VLCugjGgBoOhUdwNaIjtxZFj75m/YGI/pg7uwV8+q8tVvz+vDFXtMh4fZghvMBgaxT0PlsNekMwutnYvJUWHc9P0wVwxdSChDuHSKQMoq6px1XcFjAE1GAxeEeIyoFYPNCk2AhHhj+eMZvnvTuTkUb0A2NtEzNHOhjGgBoPBK4ptVybnEL6HnStLREiKiXClxN6RWRwYgQHAGFCDweAVuaWVVNfUkl1ciUPqcmU56ZsQRVRYCFtt5/uugDGgBoOhSZxDc1XIK63iYGE5ybERrjlRJw6HMKxXDNsP+a4HqqqodpxMPsaAGgyGJnnuykm8eb2VmHDJjiwO5JfRNyHKY9thPWPZnFFITW37G7m8kkrO/fdS7n630WTAfscYUIPB0CxTB/dgaM8YXli8m/35ZfRN9ByQe/YRPckpqeTrzYcor6rh588v59nvdraLhucX72JdWj7vrErnp/0FAFTXBDZ3kzGgBoOhWRwO4frjB7HxQCF7c0rpk+A5KPdJo3rRJz6SuUv3sGZfPkt35vDop1tIy206nbI3rE3LZ1BSNN3CQ3hjxV4++ymDofd+yq6swC1aGQNqMBi84twJfV0r740N4UNDHFxxTCpLd+bw+oq9rvK2GtDaWmXD/gKOHdKD08ak8L91Gbyw2Mo221SqZl/jMwMqIi+JSKadQK5h3W9EREUkyX4uIvKUiOwQkfUicpSvdBkMhtYRGRbC5VMHAtAn3rMBBbhkcn9CHcKC9RlE2dGdDrQxx9Jry/dSVF7NuH7x/GxSP4orqlm5Nw8goBkWfPnKc4FTGxaKSH/gJGCfW/FpWKmMhwE3AM/4UJfBYGgl1x4/iF/OGMKxQxvP5poYHc5pY1MAeOCsUQBk5HuXY6m0sprPNx6s50taUFbFwws2MbxXDKeOSeHoQd0Z4JYUsaQicAl8fWZAVXURkOuh6u/A3YD7Mt05wKt2iuPlQIKIpPhKm8FgaB3xUWHcc+rIJiM4ATx6/lje+sVULpkygB7R4V71QB//fAtHPfQlN762igc+qhu4frXpEFU1yl8uGEd8VBgiwoUT+7nqSyu9zrbe7vi17ysiZwP7VXVdg6q+QJrb83S7zGAwBCHREaEcM8TqpaYkRJLRTJbPwvIqnlm4k8mp3TlmcA92ZBZzIL+M3dklfLIhgz7xkYzvn+Bqf4GbAS2pDFwP1G/RmESkG3AvcLKnag9lHh3JROQGrGE+AwYMaDd9BoPBN/SJj2JXdtMLPT/syqVW4ZczhrA2LZ9lu3K46D/LEIFDBRVccczAehGe+iZEMe/GY7joP8soregaPdAhwCBgnYjsAfoBq0WkN1aPs79b237AAU8XUdXnVHWSqk5KTk72sWSDwdBWhveKZXd2CeVVjfcUl+3KITzUwVEDEhmcZO2pT88rIy23jMqaWk4fe/iM3qSBiYgEtgfqNwOqqhtUtaeqpqpqKpbRPEpVDwIfAVfaq/FTgQJVzfCXNoPB4DuOSImjplabDDLy/Y5sJg1MJDIshKE9owHoE2/5mqbERzLBbfjuxOEQuoWFdM4eqIi8BSwDRohIuohc10TzT4BdwA7geeBmX+kyGAz+5YgUK/fSpoxCj/VZRRVsOVjEcUOTABiSHMPvTh/Jq9cdTXiogzPHpRy2795Jt4jQzjkHqqqXNlOf6naswC2+0mIwGALHwB7RRIWFsNmDAV2wPoO5Sy2H+ONtAyoirrTKC351PP0a2TYKEB0eEtBVeJPSw2Aw+JQQhzCidyybDtQ3oKrKLW+uBsAhMKZv/GHnDusV2+S1u4WHdk4/UIPBYHByREocmzMKqa1V3ludTnlVTb0hfXREqCvifUuIjvDcA/VXyDtjQA0Gg88ZlRJLYXk1H607wB3z1vHWD/v4fOMhROC0Mb157opJrbqu1QOtb0C/3ZrJUQ99ybwf0xo5q/0wBtRgMPicI1LiAHj7R2sH9xcbD/HFxoNMHtidZy6f6HK6bylRYSGsSy/ggNtW0We+3UleaRXPL97l856oMaAGg8HnjLQN6PJd1u7u5btz2HKwiJNH92rTdXvFWXno3WOOHiqyto1uzyxm4basNl2/OYwBNRgMPicmItTl15naoxvOjuEpo3u36bp3njICsFKNgDX3mVlYweVTBzCsZwz3vLuevBLfpVk2BtRgMPiVB88eTd+EKI5IiaN/98ZdlLwhLjKMsX3jKSq3DGhJZQ1lVTX0T+zG3y8eT15pJfd+sMFnQ3njxmQwGPzCXy8azw+7c5kxoif/uWIi4aHt03+LjQylyE65nFloDd+TYyMY0zeeOScN57HPtvL5xkOcOqZtvV1PGANqMBj8wjFDergWizz5fLaW2MhQsu1gJZlFVs76nrHWdMGN04YQGxHKzJG+iZthDKjBYAhqYiLCKHb2QJ0G1F5cCnEIVxyT6rPXNnOgBoMhqHEfwme5eqARfnltY0ANBkNQExcZSnFlNbW1SmZROeEhDuKjwvzy2saAGgyGoCY2MgxVKK6sJquwguTYiHrBl32JMaAGgyGoiY20lnKKyqvJKrYMqL8wBtRgMAQ1sZHWcL2ovIrMQmNADQaDwWti7B5oYVk1mUXlfltAAmNADQZDkDOwezccAnP+u5a80iqXD6g/MAbUYDAENalJ0bz1i6lER4QA0CfBfwbUONIbDIag5+jBPVhw2wks2Z7NsUNbFxqvNRgDajAYOgVhIQ5mjuzp19f0ZVbOl0QkU0R+cit7XES2iMh6EXlfRBLc6n4rIjtEZKuInOIrXQaDwdBe+HIOdC5waoOyL4ExqjoO2Ab8FkBERgGXAKPtc/4tIiE+1GYwGAxtxmcGVFUXAbkNyr5QVWcCk+VAP/v4HOBtVa1Q1d1Y+eGn+EqbwWAwtAeBXIW/FvjUPu4LuGeASrfLDkNEbhCRlSKyMivLt+H6DQaDoSkCsogkIvcC1cAbziIPzTyGkFbV54Dn7OtkicjeFrx0EpDdgvaBIBg0OjFafYPR2v60VOdAbxr53YCKyFXAmcCJWhdnPx3o79asH3CguWupaouipIrISlVtXf5UPxEMGp0Yrb7BaG1/fKXTr0N4ETkVuAc4W1VL3ao+Ai4RkQgRGQQMA37wpzaDwWBoKT7rgYrIW8AMIElE0oEHsFbdI4Av7XBTy1X1JlXdKCLzgE1YQ/tbVLXGV9oMBoOhPfCZAVXVSz0Uv9hE+0eAR3ylx+Y5H1+/PQgGjU6MVt9gtLY/PtEpvkr3aTAYDJ0dE0zEYDAYWokxoAFA/JVvwNBhMZ+BzkGnNKAi0infVyAQEY8bGjoaInK2iAwJtA5D16LTGBr7C3RHoHU0hYicKiIfAg+JSIf2nROR2SKyCrgp0Fqawta5DGuBMiXQeppDRM4SkbeB/xMRr5y1A4GInCsiDwVahzcEVKuqBvUDy5PgHmAPUAuMt8tDAq3N1iFAJFZwlSXA2cCTwDNAUqD1edAaDvwbWAuc27A+0BrddMYA/wMWAifax5fZ9Y5Aa2xE92ws/+ZTgfuAJ4AzOpJmrE7V9VjxKKqAEwKtqYnPQEigtQZ9D1St4CRbgZHAHcB/7PIO4UeqFuXAh8B0Vf0IeA/LGHWoLXC21kqgG/CBqn4gIg4ROdJZH1iFFrbOYuB1VZ2hql8Dn2EFpUFVawMqsHFmAx+r6mdYn9NY4FoRie4omm0d24EJwM1Ah+yF2p+BGizjGTCtQenGJCK3AX2A1ao6T0TCVLXKrtsN3Kuqb7qXB1qjW/lFwL+An7B6pJ+r6pJAaHTT5NS6RlX/a88lPgeswfrSpwEZwHxV/bwD6Fylqu+4lYdghUM8CvidqlYESGI9PHxOz8b6op+rquUi8g+sPddfqeo/A6jzQiBNVVfYz92/Tz8Cz6rqiyLiCLSht+/pWGCFqr4gIuL8YQ+I1kB3xVvRbZ8DfA9cCGwGrgZ6urU5D9jfATX2sutn2B+AUKwv0wtAcgfSep1d9yvgY2AEVk/pNuBZAjDt0MQ9TXZrcyywJdCf0Sb0XgUMB17G2rr8rX18DfA7AjCEB3oC32HFnfjAqcHW7zw+DdgIJHaA+3o1VhjMU23dvwWGuNX7XWvAP2ytuIkfATPt41OBvwNXNGjzLfAb+3h2B9F4lYd2xwNvAjEd6H4+BVxkP49xazfN1tqtg+j09H//CivOQkf7nJ5m6/0Z1rzdBOrmPi8Dng+gzjuAcVhz8r+0y1yG1P77LtY6QyzwswBqfQ04zz6eBPwBuL9BG79q7bBzoA395Nxck1YCJwCoNZe0DRgtIiPcmv8SeExEDtJIXNEAaDxCRIY3uMQpQDlQ5iuNbtq81boZOEpERqg1z+jkJKDU1tsRdDr/7yPtdnHAFqzFBL/hpd5PsfROwuoxrVHVBXa7icCKAOp8GisGxRfAGSKSoqq1dr2zzT3An7HmRnv7WmtD3LSuwYrkhqquBJYBfUTkOLfmftXaYQ0oEOX+ROvmM3YAsSIy1n7+HRCP9YuDiIwHngfmA0ep6isdSGOciISLyBUish5r/uv/1D8LXq29n5fYea0GYs0v+npeqaU6Y+x2hVhhEHv5WF9DWqI3zn4gIqeLyA9Y93V+oHSqapVaC7FLsX6AbnPWq2qNPR/+DNYQ/yhVfdrXQp3pfJxG3+2efg84RGSa/fwnrLn5Pnb7oVgeJH7T2uEMqIhMFZH5wL9E5GS3m+kMfPIDUAOcJCKhqroJq5fp9KvMAW5W1Z+parMxRf2scaJaq9xpWMOlK1U10xca20Gr837u9YfWdtAJcImqzvWVxnbSO9mu3w7cpKoXqGpeAHRKg15pNta0wwgR6SciSXavPhu4VVXP99X3yU3rMSLyPDBHROLUOY9Qd0+3Y81xXiwiIaqajtXLTLXrC/yl1UmHMqAiMgPrF+Q9LNeky4FEe0WtGkBVdwA/AkOB/7NPrcD6oqOqaaq6oYNrXKiq3/tKYztrXaaqizuwzj3O66jlLuZz2kOvqm5X1dUB1KmqqmLF4I1Q1Rq18phtxOrZLcZa+CxQ1W2+1GlrnQb8E/gGq0f5WxE5GVyuigBFtq5w4AkRCQMSsTpNqGqWqm73tVZ3OpQBxZrM/lFV3wBeB8KAYmcXXkQeFpEXgVVYix1TxNotkwv4y72mLRq/8JPG9tDqT3elYLqnbdXbke7rH7G8QFLs5zcBN2L5qI7zszGaBHyvqm8BD2NNxVwqIr1sbQ9jLWIWAPdjGc7F9nNfTtM1ja9XqZp6AFOB4W7Px2N9yB4ADmHtMnkJuBjLTeVNYKhb+xggoatrDDatwaIz2PS2g87Z7s/9rPUMLEPYx37+lK3vBiz3rzep77LkAGL99Rlo9H0E5EUhAViA1SX/PfXdZabY/+QL7OfXYS0KHel+84zG4NMaLDqDTW876PTbtufGtNpG8mmsEcV84H3gLmx3xEB9Bpp7BGoIH401lPmVfXyCs0JVfwCSsefgsOZEEoA8sFwa1D+7IYJBY7BpDRadToJFb1t1+nPbc0Ot02yd24A7sVyQ3lHV87DmYmc6TwzQZ6BJ/GZAReRKEZlur67tx9oqOA/Lr/BoEXG6IkRguVTcbJ96ItDdbocvb2AwaAw2rcGiM9j0BotOL7ROcWpV1UpV/VZV37ZPnQh86rxORzOe4Poky/kAAAP+SURBVOO98LabRG+s+YtaYCfWr86v1Q6kIZYT7EXASlV9zS4bjTVv0xvLMfpWVd3cVTUGm9Zg0RlseoNFZyu0/qiqr7udezzwDywXqhtVdY8vtbYJH851hLjNbbxuH4dizXO816DtHKyVtwQgyi6LAgb7cv4iGDQGm9Zg0RlseoNFZxu0xgPRdlkf4HR/fQba9F59cPNCgT8BfwGmA2cBr7jVC9bugeluZTFYMTJ/xFot7Ovjf3CH1xhsWoNFZ7DpDRad7aD1B1trP399Btrj0a5zoCIyHcv3LRFrK9tDWEOGmSIyBVwxJf8IPOh26hlYczRrgbFqzZP4hGDQGGxag0VnsOkNFp3tpHWdrTXd11rblXb+BToBtwg5WLsgfokVhmqVXebAmhuZB6TaZecA0/z0K9nhNQab1mDRGWx6g0VnsGlt1/fdzjexGxBB3RzIZcCf7eO1wK/s40nAWwF5w0GgMdi0BovOYNMbLDqDTWt7Ptp1CK+qpapaoXV+ZScBWfbxNVgh3T4G3gJWw+FhtnxNMGh0Eixag0Wnk2DRGyw6Ibi0tiehzTdpOWJFfFGs/awf2cVFWJG3xwC71Z6XUftnyd8Eg0YnwaI1WHQ6CRa9waITgktre+ArR/parMAF2cA4+5fnPqBWVZeonxYLmiEYNDoJFq3BotNJsOgNFp0QXFrbjq/mBrCCBdRiJU67LtBzFcGqMdi0BovOYNMbLDqDTWtbHz7biSQi/YArgL9pB8mS2JBg0OgkWLQGi04nwaI3WHRCcGltK0GZ1thgMBg6Ah0toLLBYDAEDcaAGgwGQysxBtRgMBhaiTGgBoPB0EqMATUYDIZWYgyooVMhIg+KyG+aqD9XREb5U5Oh82IMqKGrcS5gDKihXTB+oIagR0TuBa4E0rACWKzCyhd+AxCOFZ/yCqw0vx/bdQXABfYl/oWVeK0U+IWqbvGnfkPwYgyoIagRkYnAXOBorOA4q4FngZdVNcdu8zBwSFWfFpG5wMeq+q5d9zVwk6puF5GjsUKwzfL/OzEEIz6JxmQw+JETgPdVtRRARJwRgMbYhjMBK23E5w1PFJEY4FjgHbfIahE+V2zoNBgDaugMeBpGzQXOVdV1InI1MMNDGweQr6rjfSfN0Jkxi0iGYGcRcJ6IRIlILFYiM4BYIENEwrCiozspsutQ1UJgt4j8DKwAvyJypP+kG4IdMwdqCHrcFpH2AunAJqAEuNsu2wDEqurVdi7y54EK4EKssGvPAClYcSzfVtU/+v1NGIISY0ANBoOhlZghvMFgMLQSY0ANBoOhlRgDajAYDK3EGFCDwWBoJcaAGgwGQysxBtRgMBhaiTGgBoPB0EqMATUYDIZW8v94Ot8/RPmZ+wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.close.plot(kind='line', figsize=(5, 3))\n",
    "plt.axvspan('2018-07-25', '2018-07-31', alpha=0.2, label='July decline')\n",
    "plt.ylabel('Price($)')\n",
    "plt.suptitle('Facebook Closing Price')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 5\n",
    "Using the Facebook stock data, annotate the following three events on a line graph of closing price:\n",
    "1. 'Disappointing user growth announced after close' on July 25, 2018\n",
    "2. 'Cambridge Analytica story breaks' on March 19, 2018 (when it affected the market)\n",
    "3. 'FTC launches investigation' on March 20, 2018"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Facebook Closing Price')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fb.close.plot(kind='line', figsize=(5, 3))\n",
    "notes = [\n",
    "    ('Disappointing user growth announced after close', '2018-07-25'),\n",
    "    ('Cambridge Analytica story breaks', '2018-03-19'),\n",
    "    ('FTC launches investigation', '2018-03-20')\n",
    "]\n",
    "for text, date in notes:\n",
    "    y_value = fb.close[date]\n",
    "    jitter = np.random.uniform(-20, -10, 1)\n",
    "    plt.annotate(\n",
    "        text, \n",
    "        xy=(date, y_value),\n",
    "        xytext=('2019-02-25', y_value + jitter),\n",
    "        arrowprops=dict(arrowstyle='->')\n",
    "    )\n",
    "plt.ylabel('Price($)')\n",
    "plt.suptitle('Facebook Closing Price')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 6\n",
    "Modify the `reg_resid_plot()` function to use a matplotlib colormap instead of cycling between two colors. Remember, for this use case, you should pick a qualitative colormap or make your own."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "import seaborn as sns\n",
    "\n",
    "def reg_resid_plots(data):\n",
    "    \"\"\"\n",
    "    Using seaborn, plot the regression and residuals\n",
    "    plots side-by-side for every permutation of 2 columns \n",
    "    in the data.\n",
    "\n",
    "    Parameters:\n",
    "        - data: A pandas DataFrame\n",
    "    Returns:\n",
    "        A matplotlib Figure object.\n",
    "    \"\"\"\n",
    "    num_cols = data.shape[1]\n",
    "    permutation_count = num_cols * (num_cols - 1)\n",
    "\n",
    "    fig, ax = plt.subplots(\n",
    "        permutation_count, \n",
    "        2, \n",
    "        figsize=(15, 4 * permutation_count)\n",
    "    )\n",
    "\n",
    "    for (x, y), axes, color in zip(\n",
    "        itertools.permutations(data.columns, 2), \n",
    "        ax,\n",
    "        [cm.Dark2(i) for i in range(len(ax))]\n",
    "    ):\n",
    "        for subplot, func in zip(axes, (sns.regplot, sns.residplot)):\n",
    "            func(\n",
    "                x=x, \n",
    "                y=y,\n",
    "                data=data,\n",
    "                ax=subplot,\n",
    "                color=color\n",
    "            )\n",
    "    plt.close()\n",
    "    return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg_resid_plots(fb[['close', 'volume']])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
